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40 Algorithms Every Programmer Should Know

You're reading from   40 Algorithms Every Programmer Should Know Hone your problem-solving skills by learning different algorithms and their implementation in Python

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Product type Paperback
Published in Jun 2020
Publisher Packt
ISBN-13 9781789801217
Length 382 pages
Edition 1st Edition
Languages
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Author (1):
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Imran Ahmad Imran Ahmad
Author Profile Icon Imran Ahmad
Imran Ahmad
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Table of Contents (19) Chapters Close

Preface 1. Section 1: Fundamentals and Core Algorithms
2. Overview of Algorithms FREE CHAPTER 3. Data Structures Used in Algorithms 4. Sorting and Searching Algorithms 5. Designing Algorithms 6. Graph Algorithms 7. Section 2: Machine Learning Algorithms
8. Unsupervised Machine Learning Algorithms 9. Traditional Supervised Learning Algorithms 10. Neural Network Algorithms 11. Algorithms for Natural Language Processing 12. Recommendation Engines 13. Section 3: Advanced Topics
14. Data Algorithms 15. Cryptography 16. Large-Scale Algorithms 17. Practical Considerations 18. Other Books You May Enjoy

Understanding ethics and algorithms

The formulation of patterns through algorithms may directly or indirectly result in unethical decision making. While designing algorithms, it is difficult to foresee the full scope of the potential ethical implications, especially for large-scale algorithms, where more than one user may be involved in the design. This makes it even more difficult to analyze the effects of human subjectivity.

More and more companies are making the ethical analysis of an algorithm part of its design. But the truth is that the problems may not become apparent until we find a problematic use case. 

Problems with learning algorithms

Algorithms capable of fine-tuning themselves according...

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